{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "HW1单车使用数预测"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "一、引入包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from sklearn.metrics import r2_score\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn import preprocessing\n",
    "from sklearn.linear_model import RidgeCV\n",
    "from sklearn.linear_model import LassoCV\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "二、导入数据，将数据分成成2011年数据和2012年数据，并对数据进行分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1570d140198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1570f24dcf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1570f326518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1570f31e710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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tzoh4zGHMRfqBSQylibxdUF4ub1mpvk7h33P2BnwqTeHfc+7Wo5tKU/j3nLsN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\nwDKEMwAAliGcAQCwDOEMAIBl/j9BDLlsqcBj3wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1570d140080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"day.csv\")\n",
    "\n",
    "#1、根据日期对dataframe进行分割\n",
    "data2011 = data[(data.dteday>='2011-01-01') & (data.dteday <= '2012')]\n",
    "data2012 = data[(data.dteday >= '2012')]\n",
    "\n",
    "\n",
    "\n",
    "#单变量分析\n",
    "fig = plt.figure()\n",
    "sns.distplot(data2011.temp.values, bins=30, kde=False)\n",
    "plt.xlabel(\"temp\", fontsize=12)\n",
    "plt.show()\n",
    "\n",
    "fig = plt.figure()\n",
    "sns.distplot(data2011.atemp.values, bins=30, kde=False)\n",
    "plt.xlabel(\"atemp\", fontsize=12)\n",
    "plt.show()\n",
    "\n",
    "fig = plt.figure()\n",
    "sns.distplot(data2011.hum.values, bins=30, kde=False)\n",
    "plt.xlabel(\"hum\", fontsize=12)\n",
    "plt.show()\n",
    "\n",
    "fig = plt.figure()\n",
    "sns.distplot(data2011.windspeed.values, bins=30, kde=False)\n",
    "plt.xlabel(\"windspeed\", fontsize=12)\n",
    "plt.show()\n",
    "\n",
    "data2011=data2011[(data2011.windspeed<0.5)&(data2011.hum>0.1)]\n",
    "\n",
    "# 查看天气分布情况\n",
    "plt.scatter(range(data2011.shape[0]), data2011[\"weathersit\"].values,color='red')\n",
    "plt.title(\"weatherSit\");\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "三、分系数据的关联系数，将无用的列剔除，生成训练集数据和测试集数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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yacs2VGoVdra2/DJsEB7u7tnuw3+PnWDG3AUkaTR4e5Xgl8E/Y2lhkeOan4f7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\nBzs9+/UIhU3lAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1570d146048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = data2011.columns\n",
    "data_corr = data2011.corr().abs()\n",
    "\n",
    "plt.subplots(figsize=(13, 9))\n",
    "sns.heatmap(data_corr,annot=True)\n",
    "\n",
    "plt.savefig('day_corr.png')\n",
    "plt.show()\n",
    "\n",
    "#舍弃一些不相干的数据\n",
    "data_useful=data2011.drop(['instant','yr','season','dteday','weekday','weathersit','atemp','casual','registered'], axis=1)\n",
    "test_date_useful=data2012.drop(['instant','yr','season','dteday','weekday','weathersit','atemp','casual','registered'], axis=1)\n",
    "#print(data_useful.shape)\n",
    "#print(data_useful.head(2))\n",
    "\n",
    "y_train=data_useful['cnt'].values\n",
    "x_train=data_useful.drop('cnt', axis=1)\n",
    "y_test=test_date_useful['cnt'].values\n",
    "x_test=test_date_useful.drop('cnt', axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "四、把训练集数据和测试集数据进行归一化处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#3、数据进行归一化处理\n",
    "x_train_scale=preprocessing.scale(x_train, axis=1, with_mean=False, with_std=False )\n",
    "data_train=pd.DataFrame(x_train_scale, columns=x_train.columns.values)\n",
    "\n",
    "x_test_scale=preprocessing.scale(x_test, axis=1, with_mean=False, with_std=False)\n",
    "data_test=pd.DataFrame(x_test_scale, columns=x_test.columns.values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "五、计算2011年和2012年的预测值的平均差值是多少"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "diff====================== 2181.628641105541\n"
     ]
    }
   ],
   "source": [
    "diff=np.mean(y_test)-np.mean(y_train)\n",
    "print(\"diff======================\",diff)\n",
    "needadd = np.ones(y_test.shape[0])*diff"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "六、岭回归模型，训练，预测，展示结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "alphas = [0.01, 0.1, 1, 10, 100]\n",
    "ridge = RidgeCV(alphas=alphas, store_cv_values=True)\n",
    "ridge.fit(data_train, y_train)\n",
    "\n",
    "y_test_pred = ridge.predict(data_test)\n",
    "y_train_pred = ridge.predict(data_train)\n",
    "\n",
    "\n",
    "r2_score(y_test, y_test_pred+needadd)\n",
    "r2_score(y_train, y_train_pred)\n",
    "\n",
    "mse_mean = np.mean(ridge.cv_values_, axis = 0)\n",
    "plt.plot(np.log10(alphas), mse_mean.reshape(len(alphas),1)) \n",
    "\n",
    "plt.xlabel('log(alpha)')\n",
    "plt.ylabel('mse')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "七、Lasso回归 训练，预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7169600915542131"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lasso = LassoCV()  \n",
    "lasso.fit(data_train, y_train)  \n",
    "y_test_pred_lasso = lasso.predict(data_test)\n",
    "y_train_pred_lasso = lasso.predict(data_train)\n",
    "\n",
    "# 评估，使用r2_score评价模型在测试集和训练集上的性能\n",
    "r2_score(y_test, y_test_pred_lasso+needadd)\n",
    "r2_score(y_train, y_train_pred_lasso)"
   ]
  }
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